Bart Large Tos

🚀 BART（大型模型），在自定义合同数据集上微调

BART模型在英文语料上进行预训练，并针对服务条款摘要生成任务进行微调，可有效实现文本摘要生成。

🚀 快速开始

你可以使用此模型进行文本摘要生成。下面是如何使用 pipeline API 调用该模型：

from transformers import pipeline

summarizer = pipeline("summarization", model="ML-unipi/bart-large-tos")

ARTICLE = """ New York (CNN)When Liana Barrientos was 23 years old, she got married in Westchester County, New York.
A year later, she got married again in Westchester County, but to a different man and without divorcing her first husband.
Only 18 days after that marriage, she got hitched yet again. Then, Barrientos declared "I do" five more times, sometimes only within two weeks of each other.
In 2010, she married once more, this time in the Bronx. In an application for a marriage license, she stated it was her "first and only" marriage.
Barrientos, now 39, is facing two criminal counts of "offering a false instrument for filing in the first degree," referring to her false statements on the
2010 marriage license application, according to court documents.
Prosecutors said the marriages were part of an immigration scam.
On Friday, she pleaded not guilty at State Supreme Court in the Bronx, according to her attorney, Christopher Wright, who declined to comment further.
After leaving court, Barrientos was arrested and charged with theft of service and criminal trespass for allegedly sneaking into the New York subway through an emergency exit, said Detective
Annette Markowski, a police spokeswoman. In total, Barrientos has been married 10 times, with nine of her marriages occurring between 1999 and 2002.
All occurred either in Westchester County, Long Island, New Jersey or the Bronx. She is believed to still be married to four men, and at one time, she was married to eight men at once, prosecutors say.
Prosecutors said the immigration scam involved some of her husbands, who filed for permanent residence status shortly after the marriages.
Any divorces happened only after such filings were approved. It was unclear whether any of the men will be prosecuted.
The case was referred to the Bronx District Attorney\'s Office by Immigration and Customs Enforcement and the Department of Homeland Security\'s
Investigation Division. Seven of the men are from so-called "red-flagged" countries, including Egypt, Turkey, Georgia, Pakistan and Mali.
Her eighth husband, Rashid Rajput, was deported in 2006 to his native Pakistan after an investigation by the Joint Terrorism Task Force.
If convicted, Barrientos faces up to four years in prison.  Her next court appearance is scheduled for May 18.
"""
print(summarizer(ARTICLE, max_length=130, min_length=30, do_sample=False))
>>> [{'summary_text': 'Liana Barrientos, 39, is charged with two counts of "offering a false instrument for filing in the first degree" In total, she has been married 10 times, with nine of her marriages occurring between 1999 and 2002. She is believed to still be married to four men.'}]

✨ 主要特性

• 模型架构：BART 是一种变压器编解码器（seq2seq）模型，具有双向（类似 BERT）编码器和自回归（类似 GPT）解码器。
• 预训练方式：通过（1）使用任意噪声函数破坏文本，以及（2）学习一个模型来重建原始文本进行预训练。
• 应用场景广泛：在针对文本生成任务（如摘要、翻译）进行微调时特别有效，也适用于理解任务（如文本分类、问答）。

📚 详细文档

模型描述

BART 是一种变压器编解码器（seq2seq）模型，具有双向（类似 BERT）编码器和自回归（类似 GPT）解码器。BART 通过以下方式进行预训练：（1）使用任意噪声函数破坏文本；（2）学习一个模型来重建原始文本。

BART 在针对文本生成任务（如摘要、翻译）进行微调时特别有效，但也适用于理解任务（如文本分类、问答）。此特定检查点已在 CNN Daily Mail 上进行微调，这是一个包含大量文本 - 摘要对的数据集。

预期用途和限制

你可以使用此模型进行文本摘要生成。

📄 许可证

本项目采用 MIT 许可证。